{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "180dbf72-2be2-40ad-b236-804a3b7ade86",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Welcome to eht-imaging! v 1.2.5 \n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-02-06 22:55:38.820140: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
      "WARNING:absl:GlobalAsyncCheckpointManager is not imported correctly. Checkpointing of GlobalDeviceArrays will not be available.To use the feature, install tensorstore.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = '0'\n",
    "import sys\n",
    "sys.path.append('..')\n",
    "import time\n",
    "import warnings\n",
    "warnings.filterwarnings(action='ignore')\n",
    "warnings.simplefilter(action='ignore')\n",
    "\n",
    "import diffrax\n",
    "import ehtplot.color\n",
    "import ehtim as eh\n",
    "import ehtim.const_def as ehc\n",
    "import flax\n",
    "from flax.training import checkpoints\n",
    "import IPython.display as ipd\n",
    "import jax\n",
    "import jax.numpy as jnp\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import optax\n",
    "\n",
    "from configs import dpi_config as dpi_config_provider\n",
    "from configs import score_config as score_config_provider\n",
    "\n",
    "import ehtim_utils\n",
    "import forward_models\n",
    "import probability_bound\n",
    "import probability_flow\n",
    "from posterior_sampling import model_utils as dpi_mutils\n",
    "from score_flow import utils\n",
    "from score_flow.models import utils as score_mutils\n",
    "from score_flow.models import ddpm, ncsnpp, ncsnv2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24c134e4-4c3d-42b3-ae6c-96c13ec5cf68",
   "metadata": {},
   "source": [
    "# Posterior Sampling with Surrogate Score-based Priors: Nonconvex Interferometric Imaging\n",
    "\n",
    "In this notebook, we will perform variational inference with a score-based prior to solve the inverse problem of imaging a black hole from interferometric measurements. The test image is a simulated black-hole image, and the score-based prior was trained on simulated black-hole images (not including the test image). We will use the surrogate score-based prior as given by the evidence lower bound (ELBO).\n",
    "\n",
    "**NOTE:** Before running, download the pre-trained GRMHD score-model checkpoint from [Box](https://caltech.app.box.com/s/r9zs7oamttj64wvamjejvs4hgk9hlsuq/folder/247655709329), and save it as `../score_checkpoints/GRMHD_64/checkpoints/checkpoint_100000`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8c2d7e18-b538-419a-9ee6-e232e1e44c9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "We define settings for this experiment through a `ConfigDict` for DPI.\n",
    "A `ConfigDict` for the score model is used to help load the score-based prior.\n",
    "\"\"\"\n",
    "\n",
    "# Get DPI config.\n",
    "config = dpi_config_provider.get_config()\n",
    "\n",
    "config.data.image_size = 64  # This determines the pixel grid used in imaging.\n",
    "config.data.num_channels = 1\n",
    "\n",
    "config.likelihood.likelihood = 'Interferometry'\n",
    "config.likelihood.interferometry.obs_path1 = 'eht_data/obs.uvfits'\n",
    "config.likelihood.interferometry.image_path = 'eht_data/truth.fits'\n",
    "config.likelihood.interferometry.zbl = 2.  # zero-baseline flux\n",
    "config.likelihood.interferometry.fov_uas = 160  # FOV of image\n",
    "config.likelihood.interferometry.target_flux = 173.  # This depends on the preferred flux of the prior.\n",
    "\n",
    "config.model.n_flow = 32\n",
    "config.model.seqfrac = 4\n",
    "\n",
    "config.training.batch_size = 64\n",
    "config.optim.learning_rate = 1e-5\n",
    "config.optim.grad_clip = 1.\n",
    "config.optim.prior = 'dsm'  # Change to 'ode' to use exact log-probabilities.\n",
    "config.optim.adam_eps = 1e-8\n",
    "config.optim.anneal_data = True\n",
    "\n",
    "# Get score-model config.\n",
    "score_config = score_config_provider.get_config()\n",
    "score_config.model.beta_max = 20.\n",
    "score_config.model.nf = 64\n",
    "\n",
    "image_shape = (config.data.image_size, config.data.image_size, config.data.num_channels)\n",
    "image_dim = np.prod(image_shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae1d31e4-9ae8-4f1a-80c7-cc359d2b30cf",
   "metadata": {},
   "source": [
    "## Interferometry\n",
    "\n",
    "The EHT performs very-long-baseline interferometry (VLBI) with a global array of telescopes. Each pair of telescopes $(i,j)$ provides a Fourier measurement called a *visibility*. The van Cittert-Zernike Theorem gives the ideal visibility $v^*_{ij}$ as\n",
    "$$\n",
    "v^*_{ij}= \\int\\int I(x,y)e^{-2\\pi\\text{i}(xu+yv)}\\mathrm{d}x\\mathrm{d}y,\n",
    "$$\n",
    "where $I(x,y)$ is the source image, $(x,y)$ are 2D spatial coordinates, and $(u,v)$ (measured in wavelengths) are the projected baseline orthogonal to the line of sight.\n",
    "\n",
    "However, due to thermal noise and station-dependent errors, the observed visibility $v_{ij}$ is a corrupted version of the ideal visibility:\n",
    "$$\n",
    "v_{ij}=g_ig_je^{\\text{i}(\\phi_i-\\phi_j)}v^*_{ij}+\\varepsilon_{ij},\n",
    "$$\n",
    "where $g_i$ is the station-dependent gain error, and $\\phi_i$ is the station-dependent phase error. We model the thermal noise as $\\varepsilon_{ij}\\sim\\mathcal{N}(0,\\sigma_{ij}^2)$ for a baseline-dependent $\\sigma_{ij}$.\n",
    "\n",
    "To overcome station-dependent errors, we turn to closure quantities. A *closure phase* is formed from a triplet of telescopes $(i,j,k)$ and is robust to phase errors. A *log closure amplitude* is formed from a set of four telescopes $(i,j,k,\\ell)$ and is robust to gain errors. They are given repspectively as \n",
    "\\begin{align*}\n",
    "y^\\text{cp}_{ijk}&=\\angle(v_{ij}v_{jk}v_{ki}) \\quad\\text{and}\\quad y^\\text{logca}_{ijk\\ell} = \\log\\left(\\frac{\\lvert v_{ij} \\rvert \\lvert v_{k\\ell} \\rvert}{\\lvert v_{ik} \\rvert \\lvert v_{j\\ell} \\rvert} \\right).\n",
    "\\end{align*}\n",
    "\n",
    "In this demo, we use closure quantities to reconstruct an image from corrupted visibilities. The visibilities were simulated with [eht-imaging](https://github.com/achael/eht-imaging) for an image of a GRMHD [1] simulation of a black hole. \n",
    "\n",
    "\n",
    "[1] George Wong et al. PATOKA: Simulating Electromagnetic Observables of Black Hole Accretion. The Astrophysical Journal Supplement Series, 2022."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2fd8287f-c8b2-499b-afd1-bc1e43b51abc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading uvfits:  eht_data/obs.uvfits\n",
      "POLREP_UVFITS: circ\n",
      "Number of uvfits Correlation Products: 4\n",
      "No NX table in uvfits!\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "The simulated visibilities are stored in an `eh.obsdata.Obsdata` object,\n",
    "which also has metadata about the observations.\n",
    "\"\"\"\n",
    "obs = eh.obsdata.load_uvfits(\n",
    "  config.likelihood.interferometry.obs_path1, remove_nan=False)\n",
    "\n",
    "# View amplitudes of observed visibilities as a function of u-v distance.\n",
    "obs.plotall('uvdist', 'amp');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1e833d58-0272-45ec-a485-50de0eb31ed7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading fits image:  eht_data/truth.fits\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "The observations were simulated for the following synthetic image,\n",
    "which we regrid to the desired FOV and pixel size.\n",
    "\"\"\"\n",
    "fov = config.likelihood.interferometry.fov_uas * ehc.RADPERUAS\n",
    "true_im = eh.image.load_fits(config.likelihood.interferometry.image_path)\n",
    "true_im = true_im.regrid_image(fov, config.data.image_size)\n",
    "true_im.display();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9a7b0fa2-1f6e-4f15-885a-bf741258f9a8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Updated self.amp: no averaging\n",
      "Updated self.amp: avg_time 0.000000 s\n",
      "\n",
      "Updated self.cphase: no averaging\n",
      "updated self.cphase: avg_time 0.000000 s\n",
      "\n",
      "updated self.lcamp: no averaging\n",
      "updated self.logcamp: avg_time 0.000000 s\n",
      "\n",
      "Using pre-computed cphase table in cphase chi^2!\n",
      "Using pre-computed log closure amplitude table in log closure amplitude chi^2!\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "We wrap the observations and measurement-likelihood functions inside\n",
    "the `forward_models.Interferometry` object.\n",
    "\"\"\"\n",
    "likelihood_obs = obs.copy()  # Make a copy before it gets modified by likelihood module.\n",
    "# Make a dummy image to store imaging parameters (e.g., pixel grid, FOV).\n",
    "dummy_im = eh.image.make_square(obs, config.data.image_size, fov)\n",
    "likelihood = forward_models.Interferometry(likelihood_obs, dummy_im)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86764675-6550-4c8c-9454-6a6dff21eba5",
   "metadata": {},
   "source": [
    "## Score-based prior\n",
    "\n",
    "It is possible to compute $\\log p_\\theta(\\mathbf{x})$ for any image $\\mathbf{x}$ under the score-based prior $p_\\theta$. However, since it relies on an ODE that might be too slow for $64\\times 64$ images, we opt for a surrogate score-based prior. The surrogate is defined through the ELBO $b_\\theta(\\cdot)$ of the score-based prior:\n",
    "$$\n",
    "b_\\theta(\\mathbf{x})=\\mathbb{E}_{p_{0T}(\\mathbf{x}'\\mid\\mathbf{x})}\\left[\\log \\pi (\\mathbf{x}')\\right] -\\frac{1}{2}\\int_0^T g(t)^2h(t)\\mathrm{d}t,\n",
    "$$\n",
    "where\n",
    "$$\n",
    "h(t):= \\mathbb{E}_{p_{0t}(\\mathbf{x}'\\mid\\mathbf{x})}\\bigg[\\left\\lVert\\mathbf{s}_\\theta(\\mathbf{x}',t) -\\nabla_{\\mathbf{x}'}\\log p_{0t}(\\mathbf{x}'\\mid\\mathbf{x})\\right\\rVert_2^2 -\\left\\lVert\\nabla_{\\mathbf{x}'}\\log p_{0t}(\\mathbf{x}'\\mid\\mathbf{x})\\right\\rVert_2^2 -\\frac{2}{g(t)^2}\\nabla_{\\mathbf{x}'}\\cdot\\mathbf{f}(\\mathbf{x}',t)\\bigg].\n",
    "$$\n",
    "$p_{0t}(\\mathbf{x}'\\mid\\mathbf{x})$ denotes the transition distribution from $\\mathbf{x}(0)=\\mathbf{x}$ to $\\mathbf{x}(t)=\\mathbf{x}'$ under the diffusion SDE with drift coefficient $\\mathbf{f}(\\mathbf{x},t)$ and diffusion coefficient $g(t)$. In practice we Monte-Carlo approximate the time integral with $1$ importance-sampled time value and the expectation over $p_{0t}(\\mathbf{x}'\\mid\\mathbf{x})$ with $1$ sample of $\\mathbf{x}'$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9c29e9f2-ca8f-4a18-a2cb-42979f9a0d46",
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "This score-based prior was trained on images of GRMHD simulations.\n",
    "\"\"\"\n",
    "score_model_ckpt_path = '../score_checkpoints/GRMHD_64/checkpoints/checkpoint_100000'\n",
    "\n",
    "# Get SDE.\n",
    "sde, t0 = utils.get_sde(score_config)\n",
    "\n",
    "# Initialize score model.\n",
    "score_model, _, _ = score_mutils.init_model(jax.random.PRNGKey(0), score_config)\n",
    "score_state = score_mutils.State(\n",
    "    step=0,\n",
    "    model_state=None,\n",
    "    opt_state=None,\n",
    "    ema_rate=score_config.model.ema_rate,\n",
    "    params=None,\n",
    "    params_ema=None,\n",
    "    rng=jax.random.PRNGKey(0))\n",
    "\n",
    "# Load score-model checkpoint.\n",
    "score_state = checkpoints.restore_checkpoint(score_model_ckpt_path, score_state)\n",
    "\n",
    "# Get score function based on trained score model.\n",
    "score_fn = score_mutils.get_score_fn(\n",
    "  sde,\n",
    "  score_model,\n",
    "  score_state.params_ema,\n",
    "  score_state.model_state,\n",
    "  train=False,\n",
    "  continuous=True)\n",
    "\n",
    "# Wrap probability flow ODE computations inside `probability_flow.ProbabilityFlow`.\n",
    "# We will use this to sample from the prior and, if `config.optim.prior == 'ode'`,\n",
    "# to compute log-probabilities.\n",
    "solver = diffrax.Dopri5()\n",
    "stepsize_controller = diffrax.PIDController(rtol=1e-3, atol=1e-5)\n",
    "# NOTE: it might be possible to use `diffrax.RecursiveCheckpointAdjoint`\n",
    "# instead of `BacksolveAdjoint`.\n",
    "adjoint = diffrax.BacksolveAdjoint(\n",
    "  solver=diffrax.Dopri5(),\n",
    "  stepsize_controller=diffrax.PIDController(rtol=1e-3, atol=1e-5, norm=diffrax.adjoint_rms_seminorm))\n",
    "prob_flow = probability_flow.ProbabilityFlow(\n",
    "  sde=sde,\n",
    "  score_fn=score_fn,\n",
    "  solver=solver,\n",
    "  stepsize_controller=stepsize_controller,\n",
    "  adjoint=adjoint,\n",
    "  n_trace_estimates=16)\n",
    "\n",
    "# Get function for computing ELBO, which is used if `config.optim.prior == 'dsm'`.\n",
    "bound_fn = probability_bound.get_likelihood_bound_fn(\n",
    "    sde, score_fn, image_dim,\n",
    "    dsm=True, eps=t0, N=config.optim.dsm_nt, importance_weighting=True,\n",
    "    eps_offset=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0e147647-0be9-4043-a8c3-bdfc5530ad41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Check that samples look reasonable using the ODE.\n",
    "\"\"\"\n",
    "z = jax.random.normal(jax.random.PRNGKey(0), (9, *image_shape))\n",
    "samples, _ = prob_flow.ode(z, sde.T, t0, dt0=None)\n",
    "utils.plot_image_grid(samples[:9], cmap='afmhot');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b35f9645-bdc6-4801-be8d-54de846fc349",
   "metadata": {},
   "source": [
    "## DPI optimization\n",
    "\n",
    "We wish to sample from the posterior\n",
    "$$\n",
    "p_\\theta(\\mathbf{x}\\mid\\mathbf{y})\\propto p(\\mathbf{y}\\mid\\mathbf{x})p_\\theta(\\mathbf{x}),\n",
    "$$\n",
    "where $p(\\mathbf{y}\\mid\\mathbf{x})$ is the measurement likelihood for closure quantities $\\mathbf{y}$, and $p_\\theta(\\mathbf{x})$ is the probability of $\\mathbf{x}$ under the score-based prior.\n",
    "\n",
    "In DPI, we approximate the posterior with a RealNVP normalizing flow with parameters $\\phi$. The RealNVP generates the image distribution $q_\\phi$, which we optimize to best-approximate the target posterior. With the surrogate score-based prior, we minimize an upper bound of the KL divergence from $q_\\phi$ to $p_\\theta(\\cdot\\mid\\mathbf{y})$:\n",
    "\\begin{align*}\n",
    "D_{\\text{KL}}(q_\\phi\\lVert p_\\phi(\\cdot\\mid y) &= \\mathbb{E}_{\\mathbf{x}\\sim q_\\phi}[-\\log p(y\\mid\\mathbf{x})-\\log p_\\phi(\\mathbf{x})+\\log q_\\phi(\\mathbf{x})] \\\\\n",
    "&\\leq \\mathbb{E}_{\\mathbf{x}\\sim q_\\phi}[-\\log p(y\\mid\\mathbf{x})-b_\\phi(\\mathbf{x})+\\log q_\\phi(\\mathbf{x})].\n",
    "\\end{align*}\n",
    "\n",
    "When imaging from closure quantities, the total flux (i.e., sum of the pixel values) of the image is unconstrained. To impose an additional assumption that images from the posterior must all have a certain total flux, we add a flux-constraint loss $\\left(V(\\mathbf{x})-\\bar{V}\\right)^2$, where $V(\\mathbf{x})$ is the total flux of $\\mathbf{x}$, and $\\bar{V}$ is the target total flux. $\\bar{V}$ can be chosen as the preferred total flux of the score-based prior (e.g., by computing the median total flux of samples from the prior).\n",
    "\n",
    "To summarize, the optimization problem is\n",
    "$$\n",
    "\\phi^* = \\arg\\min_\\phi \\mathbb{E}_{\\mathbf{x}\\sim q_\\phi}[-\\log p(y\\mid\\mathbf{x})-b_\\phi(\\mathbf{x})+\\left(V(\\mathbf{x})-\\bar{V}\\right)^2+\\log q_\\phi(\\mathbf{x})].\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c4d21f33-ece2-47c9-a271-b6556495f297",
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "Here we define the objective functions and update step for the RealNVP.\n",
    "\"\"\"\n",
    "\n",
    "sampling_shape = (config.training.batch_size // jax.local_device_count(), *image_shape)\n",
    "\n",
    "# Define data loss function (aka negative log measurement likelihood).\n",
    "# NOTE: weights need to be multiplied by number of data points because\n",
    "# `forward_models.Interferometry.data_fit_loss` computes chi-squared,\n",
    "# which normalizes for the number of data points (unlike -logp(y|x)).\n",
    "vis_weight = 0\n",
    "visamp_weight = 0\n",
    "cphase_weight = len(likelihood.cphase) * 0.5\n",
    "logcamp_weight = len(likelihood.logcamp) * 0.5\n",
    "def data_loss_fn(x):\n",
    "  data_losses = likelihood.data_fit_loss(\n",
    "    x, vis_weight, visamp_weight, cphase_weight, logcamp_weight)\n",
    "  return jnp.mean(data_losses)\n",
    "\n",
    "# Define annealing function for data weight. This is used if `config.optim.anneal_data` is `True`.\n",
    "def data_weight_fn(step, rate, pivot_steps):\n",
    "  \"\"\"Sigmoidal annealing function for data weight increase. Assumes final data weight is 1.\"\"\"\n",
    "  return 1 / (1 + np.exp(-(step - pivot_steps) * rate))\n",
    "\n",
    "# Define prior loss function (aka negative log prior).\n",
    "if config.optim.prior == 'ode':\n",
    "  logp_fn = functools.partial(prob_flow.logp_fn, t0=t0, t1=sde.T, dt0=None)\n",
    "  def prior_loss_fn(rng, x):\n",
    "    log_prior = logp_fn(rng, x)\n",
    "    return -jnp.mean(log_prior)\n",
    "elif config.optim.prior == 'dsm':\n",
    "  def prior_loss_fn(rng, x):\n",
    "    bound = bound_fn(rng, x)\n",
    "    return -jnp.mean(bound)\n",
    "\n",
    "# Define flux-constraint loss function to ensure posterior has constant total flux.\n",
    "def flux_loss_fn(x):\n",
    "  total_flux = jnp.sum(x, axis=(1, 2, 3))\n",
    "  flux_losses = jnp.square(total_flux - config.likelihood.interferometry.target_flux)\n",
    "  return jnp.mean(flux_losses)\n",
    "\n",
    "\n",
    "def get_loss_fn(model):\n",
    "  def loss_fn(rng, params, model_state, data_weight):\n",
    "    # Get samples.\n",
    "    sample_fn = dpi_mutils.get_sampling_fn(model, params, model_state, train=True)\n",
    "    rng, step_rng = jax.random.split(rng)\n",
    "    (samples, reverse_logdet), new_model_state = sample_fn(step_rng, sampling_shape)\n",
    "\n",
    "    # Data loss.\n",
    "    data_loss = data_loss_fn(samples)\n",
    "\n",
    "    # Prior loss.\n",
    "    rng, step_rng = jax.random.split(rng)\n",
    "    prior_loss = prior_loss_fn(step_rng, samples)\n",
    "\n",
    "    # Entropy loss.\n",
    "    entropy_loss = -jnp.mean(reverse_logdet)\n",
    "\n",
    "    # Flux-constraint loss.\n",
    "    flux_loss = flux_loss_fn(samples)\n",
    "\n",
    "    # Total loss.\n",
    "    loss = data_weight * data_loss + prior_loss + flux_loss + entropy_loss\n",
    "    \n",
    "    return loss, (new_model_state, samples, data_loss, prior_loss, entropy_loss, flux_loss)\n",
    "\n",
    "  return loss_fn\n",
    "\n",
    "\n",
    "def clip_grad(grad, grad_clip=1.):\n",
    "  grad_norm = jnp.sqrt(\n",
    "      sum([jnp.sum(jnp.square(x)) for x in jax.tree_util.tree_leaves(grad)]))\n",
    "  # Clip gradient.\n",
    "  clipped_grad = jax.tree_map(\n",
    "      lambda x: x * (grad_clip / jnp.maximum(grad_norm + 1e-6, grad_clip)),\n",
    "      grad)\n",
    "  return clipped_grad\n",
    "\n",
    "\n",
    "def get_step_fn(model, optimizer):\n",
    "  loss_fn = get_loss_fn(model)\n",
    "  loss_and_grad_fn = jax.value_and_grad(loss_fn, argnums=1, has_aux=True)\n",
    "  \n",
    "  def step_fn(rng, state):\n",
    "    rng, step_rng = jax.random.split(rng)\n",
    "    (loss, (new_model_state, samples, data_loss, prior_loss, entropy_loss, flux_loss)), grad = loss_and_grad_fn(\n",
    "      step_rng, state.params, state.model_state, state.data_weight)\n",
    "    grad = jax.lax.pmean(grad, axis_name='batch')\n",
    "    loss = jax.lax.pmean(loss, axis_name='batch')\n",
    "    data_loss = jax.lax.pmean(data_loss, axis_name='batch')\n",
    "    prior_loss = jax.lax.pmean(prior_loss, axis_name='batch')\n",
    "    entropy_loss = jax.lax.pmean(entropy_loss, axis_name='batch')\n",
    "\n",
    "    # Clip gradients by global norm.\n",
    "    grad = clip_grad(grad, grad_clip=config.optim.grad_clip)\n",
    "\n",
    "    # Apply updates.\n",
    "    updates, new_opt_state = optimizer.update(grad, state.opt_state, state.params)\n",
    "    new_params = optax.apply_updates(state.params, updates)\n",
    "\n",
    "    step = state.step + 1\n",
    "    new_state = state.replace(\n",
    "        step=step,\n",
    "        opt_state=new_opt_state,\n",
    "        params=new_params,\n",
    "        model_state=new_model_state,\n",
    "        rng=rng)\n",
    "\n",
    "    return new_state, (loss, data_loss, prior_loss, entropy_loss, flux_loss), samples\n",
    "\n",
    "  return step_fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "05086243-3300-4001-9325-0fd6819290ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "We define a function for showing DPI optimization progress.\n",
    "\"\"\"\n",
    "def plot_dpi_progress_inteferometry(step, samples, likelihood,\n",
    "                                    losses_total, losses_data, losses_prior, losses_entropy):\n",
    "  mean = np.mean(samples, axis=0)\n",
    "  std = np.std(samples, axis=0)\n",
    "  std = np.mean(std, axis=-1)  # average std. dev. across channels\n",
    "\n",
    "  fig, axs = plt.subplots(4, 3, figsize=(20, 20))\n",
    "  fig.suptitle(f'step {step}', fontsize=20)\n",
    "\n",
    "  ax = axs[0, 0]\n",
    "  ax.plot(losses_data); ax.set_title('data loss', fontsize=18)\n",
    "\n",
    "  ax = axs[0, 1]\n",
    "  ax.plot(losses_prior); ax.set_title('prior loss', fontsize=18)\n",
    "\n",
    "  ax = axs[0, 2]\n",
    "  ax.plot(losses_entropy); ax.set_title('entropy loss', fontsize=18)\n",
    "\n",
    "  ax = axs[1, 0]\n",
    "  ax.plot(losses_total); ax.set_title('total loss', fontsize=18)\n",
    "\n",
    "  ax = axs[1, 1]\n",
    "  ax.set_title(f'mean (n = {len(samples)})', fontsize=18)\n",
    "  p = ax.imshow(mean, cmap='afmhot')\n",
    "  ax.axis('off')\n",
    "  fig.colorbar(p, ax=ax)\n",
    "\n",
    "  ax = axs[1, 2]\n",
    "  ax.set_title(f'std dev (n = {len(samples)})', fontsize=18)\n",
    "  p = ax.imshow(std); ax.axis('off')\n",
    "  fig.colorbar(p, ax=ax)\n",
    "\n",
    "  for i in range(3):\n",
    "    ax = axs[2, i]\n",
    "    p = ax.imshow(samples[i], cmap='afmhot')\n",
    "    fig.colorbar(p, ax=ax)\n",
    "    ax.axis('off')\n",
    "    ax.set_title('sample', fontsize=18)\n",
    "\n",
    "  # Data fit\n",
    "  idx = 0\n",
    "  xvec = samples.reshape(len(samples), -1)\n",
    "  visamp_pred = likelihood.apply_forward_operator_visamp(xvec)\n",
    "  cphase_pred = likelihood.apply_forward_operator_cphase(xvec)\n",
    "  logcamp_pred = likelihood.apply_forward_operator_logcamp(xvec)\n",
    "\n",
    "  chisq_amp = likelihood.avg_chisq_visamp(samples)\n",
    "  chisq_cphase = likelihood.avg_chisq_cphase(samples)\n",
    "  chisq_logcamp = likelihood.avg_chisq_logcamp(samples)\n",
    "\n",
    "  vmin = min(likelihood.visamp.min(), visamp_pred[idx].min())\n",
    "  vmax = max(likelihood.visamp.max(), visamp_pred[idx].max())\n",
    "  ax = axs[3, 0]\n",
    "  ax.plot(np.linspace(vmin, vmax), np.linspace(vmin, vmax), c='black', linestyle='--')\n",
    "  ax.scatter(likelihood.visamp, visamp_pred[idx])\n",
    "  ax.set_xlim(vmin, vmax); ax.set_ylim(vmin, vmax)\n",
    "  ax.set_xlabel('observed'); ax.set_ylabel('reconstructed')\n",
    "  ax.set_title(f'amp (avg. chisq = {chisq_amp:.2f})', fontsize=18)\n",
    "\n",
    "  vmin = min(likelihood.logcamp.min(), logcamp_pred[idx].min())\n",
    "  vmax = max(likelihood.logcamp.max(), logcamp_pred[idx].max())\n",
    "  ax = axs[3, 1]\n",
    "  ax.plot(np.linspace(vmin, vmax), np.linspace(vmin, vmax), c='black', linestyle='--')\n",
    "  ax.scatter(likelihood.logcamp, logcamp_pred[idx])\n",
    "  ax.set_xlim(vmin, vmax); ax.set_ylim(vmin, vmax)\n",
    "  ax.set_xlabel('observed'); ax.set_ylabel('reconstructed')\n",
    "  ax.set_title(f'logcamp (avg. chisq = {chisq_logcamp:.2f})', fontsize=18)\n",
    "\n",
    "  vmin = min(likelihood.cphase.min() * eh.DEGREE, cphase_pred[idx].min())\n",
    "  vmax = max(likelihood.cphase.max() * eh.DEGREE, cphase_pred[idx].max())\n",
    "  ax = axs[3, 2]\n",
    "  ax.plot(np.linspace(vmin, vmax), np.linspace(vmin, vmax), c='black', linestyle='--')\n",
    "  ax.scatter(likelihood.cphase * eh.DEGREE, cphase_pred[idx])\n",
    "  ax.set_xlim(vmin, vmax); ax.set_ylim(vmin, vmax)\n",
    "  ax.set_xlabel('observed'); ax.set_ylabel('reconstructed')\n",
    "  ax.set_title(f'cphase (avg. chisq = {chisq_cphase:.2f})', fontsize=18) \n",
    "\n",
    "  return fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d96004e9-3e06-4246-8555-d348ab42c45d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2000x2000 with 17 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time/step: 0.20 sec\n",
      "data weight:  1.0e+00\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "We iteratively sample from the RealNVP, estimate its KL divergence to the target posterior,\n",
    "and update the RealNVP parameters with gradients to minimize the KL divergence.\n",
    "\"\"\"\n",
    "initialize = True\n",
    "rejit_step_fn = True  # Set to `False` to save time re-jitting step function.\n",
    "\n",
    "load_checkpoint = False\n",
    "save_ckpts = False\n",
    "ckpt_freq = 10000  # Save DPI checkpoint every `ckpt_freq` steps.\n",
    "ckpt_dir = 'checkpoints/interferometry'\n",
    "vis_freq = 50  # Visualize DPI progress every `vis_freq` steps.\n",
    "\n",
    "if save_ckpts:\n",
    "  os.makedirs(ckpt_dir, exist_ok=True)\n",
    "\n",
    "if initialize:\n",
    "  losses_total, losses_data, losses_prior, losses_entropy, losses_flux = [], [], [], [], []\n",
    "\n",
    "  # Initialize model.\n",
    "  model, model_state, params = dpi_mutils.get_model_and_init_params(\n",
    "      config,\n",
    "      train=True)\n",
    "  \n",
    "  # Initialize optimizer.\n",
    "  optimizer = optax.adam(\n",
    "      learning_rate=config.optim.learning_rate,\n",
    "      b1=config.optim.adam_beta1, b2=config.optim.adam_beta2,\n",
    "      eps=config.optim.adam_eps)\n",
    "  opt_state = optimizer.init(params)\n",
    "  \n",
    "  # Initialize training state.\n",
    "  state = dpi_mutils.State(\n",
    "    step=0,\n",
    "    opt_state=opt_state,\n",
    "    params=params,\n",
    "    model_state=model_state,\n",
    "    data_weight=1.,\n",
    "    prior_weight=1.,\n",
    "    entropy_weight=1.,\n",
    "    rng=jax.random.PRNGKey(config.seed + 1))\n",
    "  \n",
    "  if load_checkpoint:\n",
    "    state = flax.training.checkpoints.restore_checkpoint(ckpt_dir, state)\n",
    "  print(f'Starting from step {state.step}', flush=True)\n",
    "\n",
    "  # Replicate training state.\n",
    "  pstate = flax.jax_utils.replicate(state)\n",
    "\n",
    "if rejit_step_fn:\n",
    "  step_fn = get_step_fn(model, optimizer)\n",
    "  p_train_step = jax.pmap(jax.jit(step_fn), axis_name='batch')\n",
    "\n",
    "\n",
    "n_steps = 100000\n",
    "init_step = flax.jax_utils.unreplicate(pstate.step)\n",
    "rng = state.rng\n",
    "\n",
    "for step in range(init_step, n_steps):\n",
    "  start_time = time.perf_counter()\n",
    "\n",
    "  if config.optim.anneal_data:\n",
    "    data_weight = data_weight_fn(\n",
    "        step,\n",
    "        rate=config.optim.data_annealing_rate,\n",
    "        pivot_steps=config.optim.data_annealing_pivot)\n",
    "    pstate = pstate.replace(\n",
    "        data_weight=flax.jax_utils.replicate(data_weight))\n",
    "\n",
    "  # Train step.\n",
    "  rng, step_rngs = utils.psplit(rng)\n",
    "  pstate, (ploss, ploss_data, ploss_prior, ploss_entropy, ploss_flux), psamples = p_train_step(\n",
    "      step_rngs, pstate)\n",
    "\n",
    "  # Unreplicate losses, samples.\n",
    "  loss = flax.jax_utils.unreplicate(ploss).item()\n",
    "  loss_data = flax.jax_utils.unreplicate(ploss_data).item()\n",
    "  loss_prior = flax.jax_utils.unreplicate(ploss_prior).item()\n",
    "  loss_entropy = flax.jax_utils.unreplicate(ploss_entropy).item()\n",
    "  loss_flux = flax.jax_utils.unreplicate(ploss_flux).item()\n",
    "  samples = psamples.reshape(config.training.batch_size, *image_shape)\n",
    "\n",
    "  # Update losses.\n",
    "  losses_total.append(loss)\n",
    "  losses_data.append(loss_data)\n",
    "  losses_prior.append(loss_prior)\n",
    "  losses_entropy.append(loss_entropy)\n",
    "  losses_flux.append(loss_flux)\n",
    "\n",
    "  step_time = time.perf_counter() - start_time\n",
    "\n",
    "  if save_ckpts and ((step + 1) % ckpt_freq == 0):\n",
    "    # Save model checkpoint.\n",
    "    flax.training.checkpoints.save_checkpoint(\n",
    "      ckpt_dir,\n",
    "      flax.jax_utils.unreplicate(pstate),\n",
    "      step=step + 1,\n",
    "      keep=np.inf)\n",
    "\n",
    "  if (step + 1) % vis_freq == 0 or step == 0:\n",
    "    ipd.clear_output(wait=True)\n",
    "    fig = plot_dpi_progress_inteferometry(\n",
    "        step + 1, samples, likelihood, losses_total, losses_data, losses_prior, losses_entropy);\n",
    "    plt.show()\n",
    "    print(f'time/step: {step_time:.2f} sec', flush=True)\n",
    "    print(f'data weight: {data_weight: .1e}', flush=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bfa6785-c29b-4fb6-8fac-d542eee26bb5",
   "metadata": {},
   "source": [
    "### Evaluate samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a788ca26-b5ba-4f5b-ba63-9264a4edc511",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Getting orders...\n",
      "Initializing params and model state...\n",
      "252 valid samples\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "We can sample from the optimized RealNVP to obtain samples from the\n",
    "approximate posterior.\n",
    "\"\"\"\n",
    "\n",
    "# Get the sampling function of the optimized RealNVP in eval mode.\n",
    "state = flax.jax_utils.unreplicate(pstate)\n",
    "eval_model, _, _ = dpi_mutils.get_model_and_init_params(config, train=False)\n",
    "sample_fn = dpi_mutils.get_sampling_fn(eval_model, state.params, state.model_state, train=False)\n",
    "\n",
    "# Occasionally, sampling with the RealNVP may be unstable.\n",
    "# We reject any image samples whose pixel values are far\n",
    "# outside of [0, 1] and any that do not have close to the\n",
    "# correct total flux.\n",
    "def is_valid_fn(image):\n",
    "  \"\"\"Filtering function for DPI sample.\"\"\"\n",
    "  within_range = np.all((image > -0.5) & (image < 1.5))\n",
    "  satisfies_total_flux = np.allclose(np.sum(image), config.likelihood.interferometry.target_flux, rtol=0.1)\n",
    "  return within_range and satisfies_total_flux\n",
    "\n",
    "def get_valid_sample_fn(sample_fn, is_valid_fn, image_shape, batch_size):\n",
    "  def valid_sample_fn(rng, n_samples):\n",
    "    \"\"\"Use rejection sampling to get `n_samples` samples.\"\"\"\n",
    "    samples = np.zeros((n_samples, *image_shape))\n",
    "    logdets = np.zeros(n_samples)\n",
    "    n_current_samples = 0\n",
    "    sample_sizes = []\n",
    "    while n_current_samples < n_samples:\n",
    "      rng, step_rng = jax.random.split(rng)\n",
    "      (samp, logdet), _ = sample_fn(step_rng, (batch_size, *image_shape))\n",
    "      valid_samp = []\n",
    "      for s in samp:\n",
    "        if is_valid_fn(s):\n",
    "          valid_samp.append(s)\n",
    "      valid_samp = np.array(valid_samp)\n",
    "      n_valid_samp = valid_samp.shape[0]\n",
    "      print(f'{n_valid_samp} valid samples', flush=True)\n",
    "      if n_valid_samp == 0:\n",
    "        continue\n",
    "      n_valid_samp = min(n_valid_samp, n_samples - n_current_samples)\n",
    "      samples[n_current_samples:n_current_samples + n_valid_samp] = valid_samp[:n_valid_samp]\n",
    "      n_current_samples += n_valid_samp\n",
    "    return samples\n",
    "  return valid_sample_fn\n",
    "\n",
    "valid_sample_fn = get_valid_sample_fn(sample_fn, is_valid_fn, image_shape, batch_size=256)\n",
    "\n",
    "# Get valid samples from the RealNVP-approximated posterior.\n",
    "sample_rng = jax.random.PRNGKey(0)\n",
    "samples = valid_sample_fn(rng, 128)\n",
    "\n",
    "# We will rescale the images (whose pixels are usually in [0, 1]) so that the\n",
    "# total flux of the image equals the assumed zero-baseline flux (in this case, 2).\n",
    "flux_multiplier = config.likelihood.interferometry.zbl / config.likelihood.interferometry.target_flux\n",
    "\n",
    "# We will scale the images by `brightness_factor` to plot images in terms of\n",
    "# the brightness temperature [10^{10} K].\n",
    "brightness_factor = 3.254e13 / (true_im.rf**2 * true_im.psize**2)\n",
    "brightness_factor /= 1e10\n",
    "\n",
    "samples *= flux_multiplier * brightness_factor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "619f980b-7175-415b-b640-9dc7d0790077",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x300 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We will view the mean, pixel-wise std. dev., and a random sample\n",
    "# of the posterior.\n",
    "mean = np.mean(samples, axis=0)\n",
    "std = np.std(samples, axis=0)\n",
    "sample = samples[np.random.RandomState(0).randint(len(samples))]\n",
    "\n",
    "true_image = true_im.ivec * brightness_factor\n",
    "vmax = max(true_image.max(), sample.max(), mean.max())\n",
    "\n",
    "fig = plt.figure(figsize=(12, 3))\n",
    "\n",
    "plt.subplot(131)\n",
    "plt.imshow(sample, cmap='afmhot', clim=(0, vmax)); plt.axis('off')\n",
    "cbar = plt.colorbar()\n",
    "cbar.ax.tick_params(labelsize=18)\n",
    "plt.title('Sample')\n",
    "plt.subplot(132)\n",
    "plt.imshow(mean, cmap='afmhot', clim=(0, vmax)); plt.axis('off')\n",
    "cbar = plt.colorbar()\n",
    "cbar.ax.tick_params(labelsize=18)\n",
    "plt.title('Mean')\n",
    "plt.subplot(133)\n",
    "plt.imshow(std, cmap='viridis'); plt.axis('off')\n",
    "cbar = plt.colorbar()\n",
    "cbar.ax.tick_params(labelsize=18)\n",
    "plt.title('Std. Dev.');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8b4c9235-2f93-4285-8a3a-846c475dc94c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
